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SUPER EXPERIMENTAL: A research prototype, not a dependable source of truth. Expect bugs and changing formats. Review extracted facts before relying on them.

Compile technical docs into YAML, then look up fields and caveats locally. Scull is an experiment for agents with limited tools, context, or web access.

uv sync
uv run scull get schema schema_version
uv run scull context schema schema_version

Run these from the repository checkout. After installation, these lookups need no model or network.

• Quick start
• How it works
• Offline setup
• Schema format
• Experiments and limitations

Benchmarks found mixed accuracy and no advantage over the later RAG baseline. Offline deployment remains a use case to test.